{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import torchvision.transforms as transforms\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "import numpy as np\n",
    "import cv2\n",
    "from samples.CLS2IDX import CLS2IDX"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Auxiliary Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from baselines.ViT.ViT_LRP import deit_base_patch16_224 as vit_LRP\n",
    "from baselines.ViT.ViT_explanation_generator import LRP\n",
    "\n",
    "normalize = transforms.Normalize(mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5])\n",
    "transform = transforms.Compose([\n",
    "    transforms.Resize((224, 224)),\n",
    "    transforms.ToTensor(),\n",
    "    normalize,\n",
    "])\n",
    "\n",
    "# create heatmap from mask on image\n",
    "def show_cam_on_image(img, mask):\n",
    "    heatmap = cv2.applyColorMap(np.uint8(255 * mask), cv2.COLORMAP_JET)\n",
    "    heatmap = np.float32(heatmap) / 255\n",
    "    cam = heatmap + np.float32(img)\n",
    "    cam = cam / np.max(cam)\n",
    "    return cam\n",
    "\n",
    "# initialize ViT pretrained with DeiT\n",
    "model = vit_LRP(pretrained=True).cuda()\n",
    "model.eval()\n",
    "attribution_generator = LRP(model)\n",
    "\n",
    "def generate_visualization(original_image, class_index=None):\n",
    "    transformer_attribution = attribution_generator.generate_LRP(original_image.unsqueeze(0).cuda(), method=\"transformer_attribution\", index=class_index).detach()\n",
    "    transformer_attribution = transformer_attribution.reshape(1, 1, 14, 14)\n",
    "    transformer_attribution = torch.nn.functional.interpolate(transformer_attribution, scale_factor=16, mode='bilinear')\n",
    "    transformer_attribution = transformer_attribution.reshape(224, 224).cuda().data.cpu().numpy()\n",
    "    transformer_attribution = (transformer_attribution - transformer_attribution.min()) / (transformer_attribution.max() - transformer_attribution.min())\n",
    "    image_transformer_attribution = original_image.permute(1, 2, 0).data.cpu().numpy()\n",
    "    image_transformer_attribution = (image_transformer_attribution - image_transformer_attribution.min()) / (image_transformer_attribution.max() - image_transformer_attribution.min())\n",
    "    vis = show_cam_on_image(image_transformer_attribution, transformer_attribution)\n",
    "    vis =  np.uint8(255 * vis)\n",
    "    vis = cv2.cvtColor(np.array(vis), cv2.COLOR_RGB2BGR)\n",
    "    return vis\n",
    "\n",
    "\n",
    "def print_top_classes(predictions, **kwargs):    \n",
    "    # Print Top-5 predictions\n",
    "    prob = torch.softmax(predictions, dim=1)\n",
    "    class_indices = predictions.data.topk(5, dim=1)[1][0].tolist()\n",
    "    max_str_len = 0\n",
    "    class_names = []\n",
    "    for cls_idx in class_indices:\n",
    "        class_names.append(CLS2IDX[cls_idx])\n",
    "        if len(CLS2IDX[cls_idx]) > max_str_len:\n",
    "            max_str_len = len(CLS2IDX[cls_idx])\n",
    "    \n",
    "    print('Top 5 classes:')\n",
    "    for cls_idx in class_indices:\n",
    "        output_string = '\\t{} : {}'.format(cls_idx, CLS2IDX[cls_idx])\n",
    "        output_string += ' ' * (max_str_len - len(CLS2IDX[cls_idx])) + '\\t\\t'\n",
    "        output_string += 'value = {:.3f}\\t prob = {:.1f}%'.format(predictions[0, cls_idx], 100 * prob[0, cls_idx])\n",
    "        print(output_string)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 classes:\n",
      "\t243 : bull mastiff    \t\tvalue = 5.992\t prob = 19.0%\n",
      "\t282 : tiger cat       \t\tvalue = 5.175\t prob = 8.4%\n",
      "\t285 : Egyptian cat    \t\tvalue = 4.781\t prob = 5.7%\n",
      "\t281 : tabby, tabby cat\t\tvalue = 4.690\t prob = 5.2%\n",
      "\t245 : French bulldog  \t\tvalue = 2.991\t prob = 0.9%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/hila/anaconda3/envs/torch1.7/lib/python3.7/site-packages/torch/nn/functional.py:3063: UserWarning: Default upsampling behavior when mode=bilinear is changed to align_corners=False since 0.4.0. Please specify align_corners=True if the old behavior is desired. See the documentation of nn.Upsample for details.\n",
      "  \"See the documentation of nn.Upsample for details.\".format(mode))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = Image.open('samples/catdog.png')\n",
    "dog_cat_image = transform(image)\n",
    "\n",
    "fig, axs = plt.subplots(1, 3)\n",
    "axs[0].imshow(image);\n",
    "axs[0].axis('off');\n",
    "\n",
    "output = model(dog_cat_image.unsqueeze(0).cuda())\n",
    "print_top_classes(output)\n",
    "\n",
    "# dog \n",
    "# generate visualization for class 243: 'bull mastiff' - the predicted class\n",
    "dog = generate_visualization(dog_cat_image)\n",
    "\n",
    "# cat - generate visualization for class 282 : 'tiger cat'\n",
    "cat = generate_visualization(dog_cat_image, class_index=282)\n",
    "\n",
    "\n",
    "axs[1].imshow(dog);\n",
    "axs[1].axis('off');\n",
    "axs[2].imshow(cat);\n",
    "axs[2].axis('off');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 classes:\n",
      "\t161 : basset, basset hound         \t\tvalue = 6.327\t prob = 26.5%\n",
      "\t90 : lorikeet                     \t\tvalue = 4.394\t prob = 3.8%\n",
      "\t88 : macaw                        \t\tvalue = 4.055\t prob = 2.7%\n",
      "\t166 : Walker hound, Walker foxhound\t\tvalue = 3.394\t prob = 1.4%\n",
      "\t163 : bloodhound, sleuthhound      \t\tvalue = 3.352\t prob = 1.4%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = Image.open('samples/dogbird.png')\n",
    "dog_bird_image = transform(image)\n",
    "\n",
    "fig, axs = plt.subplots(1, 3)\n",
    "axs[0].imshow(image);\n",
    "axs[0].axis('off');\n",
    "\n",
    "output = model(dog_bird_image.unsqueeze(0).cuda())\n",
    "print_top_classes(output)\n",
    "\n",
    "# basset - the predicted class\n",
    "basset = generate_visualization(dog_bird_image, class_index=161)\n",
    "\n",
    "# generate visualization for class 90: 'lorikeet'\n",
    "parrot = generate_visualization(dog_bird_image, class_index=90)\n",
    "\n",
    "\n",
    "axs[1].imshow(basset);\n",
    "axs[1].axis('off');\n",
    "axs[2].imshow(parrot);\n",
    "axs[2].axis('off');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 classes:\n",
      "\t340 : zebra                               \t\tvalue = 6.759\t prob = 32.7%\n",
      "\t101 : tusker                              \t\tvalue = 5.557\t prob = 9.8%\n",
      "\t386 : African elephant, Loxodonta africana\t\tvalue = 5.477\t prob = 9.1%\n",
      "\t385 : Indian elephant, Elephas maximus    \t\tvalue = 4.774\t prob = 4.5%\n",
      "\t925 : consomme                            \t\tvalue = 2.237\t prob = 0.4%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = Image.open('samples/el2.png')\n",
    "tusker_zebra_image = transform(image)\n",
    "\n",
    "fig, axs = plt.subplots(1, 3)\n",
    "axs[0].imshow(image);\n",
    "axs[0].axis('off');\n",
    "\n",
    "output = model(tusker_zebra_image.unsqueeze(0).cuda())\n",
    "print_top_classes(output)\n",
    "\n",
    "# zebra \n",
    "# zebra- the predicted class\n",
    "zebra = generate_visualization(tusker_zebra_image, class_index=340)\n",
    "\n",
    "# generate visualization for class 101: 'tusker'\n",
    "tusker = generate_visualization(tusker_zebra_image, class_index=101)\n",
    "\n",
    "axs[1].imshow(zebra);\n",
    "axs[1].axis('off');\n",
    "axs[2].imshow(tusker);\n",
    "axs[2].axis('off');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 classes:\n",
      "\t207 : golden retriever  \t\tvalue = 6.523\t prob = 35.7%\n",
      "\t208 : Labrador retriever\t\tvalue = 4.288\t prob = 3.8%\n",
      "\t285 : Egyptian cat      \t\tvalue = 3.641\t prob = 2.0%\n",
      "\t222 : kuvasz            \t\tvalue = 3.422\t prob = 1.6%\n",
      "\t281 : tabby, tabby cat  \t\tvalue = 2.778\t prob = 0.8%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = Image.open('samples/dogcat2.png')\n",
    "dog_cat_image = transform(image)\n",
    "\n",
    "fig, axs = plt.subplots(1, 3)\n",
    "axs[0].imshow(image);\n",
    "axs[0].axis('off');\n",
    "\n",
    "output = model(dog_cat_image.unsqueeze(0).cuda())\n",
    "print_top_classes(output)\n",
    "\n",
    "# golden retriever - the predicted class\n",
    "dog = generate_visualization(dog_cat_image)\n",
    "\n",
    "# generate visualization for class 285: 'Egyptian cat'\n",
    "cat = generate_visualization(dog_cat_image, class_index=285)\n",
    "\n",
    "\n",
    "axs[1].imshow(dog);\n",
    "axs[1].axis('off');\n",
    "axs[2].imshow(cat);\n",
    "axs[2].axis('off');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch1.7",
   "language": "python",
   "name": "torch1.7"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
